{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from transformers import AutoTokenizer,AutoModelForCausalLM\n",
    "\n",
    "\n",
    "path='/root/model/Shanghai_AI_Laboratory/internlm-chat-7b'\n",
    "tokenizer = AutoTokenizer.from_pretrained(path,trust_remote_code=True)\n",
    "model=AutoModelForCausalLM.from_pretrained(path,trust_remote_code=True,torch_dtype=torch.bfloat16,device_map='auto')\n",
    "model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "inputs=tokenizer(\"你是谁\",return_tensors='pt')\n",
    "inputs={k:v.to('cuda') for k,v in inputs.items() if torch.is_tensor(v)}\n",
    "#inputs={k: v.to(self.device) for k, v in inputs.items() if torch.is_tensor(v)}\n",
    "outputs=model(**inputs)\n",
    "outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 3, 103168])"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outputs['logits'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
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lylyavlylylylylylylylylylylylylylyavlyavlylylylyavavlylyavlylylylyavntavntntavavavavntntntavavavavavavavavavntavntntavavavntntntntntavntntntntavntntavntntntavavavntavavavntntntntavntntavavntntavavavavntntntnt0000avavavavntavntavntntavavntavavavntntavntnt000000ntntnt00000000avntntav0000ntntav0000ntntntntnt00nt00nt000000avavavnt00av0000ntnt00nt00av0000avnt00ntntntnt00ntntnt ifntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntntnt']"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_token=torch.max(outputs['logits'],1)\n",
    "tokenizer.batch_decode(max_token[0], skip_special_tokens=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with torch.no_grad():\n",
    "    outputs=model.generate(**inputs,streamer=None,\n",
    "            max_new_tokens=1024,\n",
    "            do_sample=True,\n",
    "            temperature=1,\n",
    "            top_p=0.8)\n",
    "    outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 17])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outputs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'，我不能说。\\n我是谁，我自己说。<eoa>\\n'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outputs = outputs[0].cpu().tolist()[len(inputs[\"input_ids\"][0]) :]\n",
    "response = tokenizer.decode(outputs, skip_special_tokens=True)\n",
    "response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[    1, 69596, 61275,   345,   262, 60399, 60564, 68502, 60380,   345,\n",
       "           262, 68687, 86523, 60453,   345,   262, 67621, 62679, 60799, 71952]],\n",
       "       device='cuda:0')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/.conda/envs/internlm-demo/lib/python3.10/site-packages/transformers/generation/utils.py:1273: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length. We recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['你是谁? 你从哪里来? 你要到哪里去? 这是莎士比亚']\n",
      "['你是谁? 你从哪里来? 你要到哪里去? 这是莎士比亚']\n",
      "['你是谁? 你从哪里来? 你要到哪里去? 这是莎士比亚']\n",
      "['你是谁? 你从哪里来? 你要到哪里去? 这是莎士比亚']\n",
      "['你是谁? 你从哪里来? 你要到哪里去? 这是莎士比亚']\n"
     ]
    }
   ],
   "source": [
    "for _ in range(5):\n",
    "    outputs=model.generate(**inputs,do_sample=False,num_beams=1)\n",
    "    print(tokenizer.batch_decode(outputs, skip_special_tokens=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[    1, 69596, 61275,   345,   262, 60399, 60564, 68502, 60380,   345,\n",
       "           262, 68687, 86523, 60453,   345,   262, 67621, 62679, 60799, 71952]],\n",
       "       device='cuda:0')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('我是一个名叫书生·浦语的人工智能助手，由上海人工智能实验室开发。我被设计成一个有用、诚实并且无害的智能助手，致力于通过执行常见的基于语言的任务和提供建议来帮助人类。我使用了Transformer模型和深度学习技术，并使用了语言模型作为预训练任务。我能够回答问题、提供定义和解释、将文本从一种语言翻译成另一种语言、总结文本、生成文本、编写故事、分析情感、提供推荐、开发算法、编写代码以及其他任何基于语言的任务。但是我不能看、听、尝、触摸、闻、移动、与物理世界交互、感受情感或体验感官输入、执行需要身体能力的任务。',\n",
       " [('你是谁',\n",
       "   '我是一个名叫书生·浦语的人工智能助手，由上海人工智能实验室开发。我被设计成一个有用、诚实并且无害的智能助手，致力于通过执行常见的基于语言的任务和提供建议来帮助人类。我使用了Transformer模型和深度学习技术，并使用了语言模型作为预训练任务。我能够回答问题、提供定义和解释、将文本从一种语言翻译成另一种语言、总结文本、生成文本、编写故事、分析情感、提供推荐、开发算法、编写代码以及其他任何基于语言的任务。但是我不能看、听、尝、触摸、闻、移动、与物理世界交互、感受情感或体验感官输入、执行需要身体能力的任务。')])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.chat(tokenizer, \"你是谁\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "prompt = \"Hey, are you consciours? Can you talk to me?\"\n",
    "inputs = tokenizer(prompt, return_tensors=\"pt\")\n",
    "\n",
    "# Generate\n",
    "generate_ids = model.generate(inputs.input_ids, max_length=30)\n",
    "tokenizer.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "internlm-demo",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
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